Chromadb Python Packages

mempalace

The best-benchmarked open-source AI memory system. And it's free.

anamne

Brain-inspired local-first memory layer for Claude, Cursor, and any MCP-compatible AI tool. Three memory layers (episodic / scratchpad / working), ACT-R activation decay, 21 MCP tools. Local SQLite + ChromaDB, no SaaS.

bazinga-indeed

BAZINGA - The first AI you actually own. Free, private, works offline. Multi-AI consensus through φ-coherence. TrD + TD = 1.

roampal

Outcome-based persistent memory MCP server for Claude Code and OpenCode. Good advice promoted, bad advice demoted. pip install roampal.

knowledge-rag

Drop docs, search instantly from Claude Code — 12 MCP tools, 20 format parsers, hybrid search + reranking. Zero servers, zero API keys, 100% local.

longhand

Lossless local memory for Claude Code. The full, unabbreviated version. Every tool call, every file edit, every thinking block — stored verbatim on your machine. Persistent memory without tokens.

neuralmind

🧠 Adaptive Neural Knowledge System - 40-70x token reduction for AI code understanding

stability-analysis-agent

AI Agent for app stability analysis — crash logs, ANR, OOM, freezes & more. Parses, symbolizes (addr2line/atos), extracts code context, and generates root-cause fix suggestions via LangGraph + RAG. iOS/Android/macOS/Linux/Windows. App 稳定性智能分析 Agent

agentvault-memory

Unified memory layer for AI coding agents — searchable by humans (Obsidian) and by AI (MCP). Supports Claude Code, Cursor, Codex, OpenCode.

kb-arena

Benchmark 7 retrieval strategies on your own docs — naive vector, contextual, QnA pairs, knowledge graph, RAPTOR, PageIndex, and hybrid. Find which KB architecture fits your data.

ai-recallworks

Open-source memory for AI agents. MCP-native. Self-hosted. One Docker image.

contextfs

Universal AI Memory Layer - Cross-client, cross-repo context management with RAG. Works with Claude Code, Claude Desktop, Gemini CLI, and any MCP client.

vector-inspector

A comprehensive desktop application for visualizing, querying, and managing vector database data

langchain-rag-wiki

RAG meets wiki-style provenance. Surfaces documents, learns from usage, and lets users build personal knowledge bases on top of shared vector stores.

django-graph-search

Production-ready semantic vector search for Django — searches across FK, M2M, and reverse relations by traversing your model graph. Pluggable backends: ChromaDB, FAISS, Qdrant.

chromadb-ops

Chroma maintenance CLI

yt-fts

YouTube Full Text Search - Search all of YouTube from the command line

embex

High-performance infrastructure libraries built in Rust, with seamless bindings for Python, Node.js, and WebAssembly.

evret

Evals framework for Information Retrieval Systems

pinrag

A powerful RAG (Retrieval-Augmented Generation) system built with LangChain, designed as an MCP server for Cursor, VS Code, and other AI assistants

ovos-chromadb-embeddings-plugin

A chromadb embeddings plugin for OVOS

langformers

🚀 Unified NLP Pipelines for Language Models

fleet-mem

Shared code intelligence for agent fleets — AST-aware semantic search + multi-agent memory with git-concurrent coordination

janus-llm

Leveraging LLMs for modernization through intelligent chunking, iterative prompting and reflection, and retrieval augmented generation (RAG).